🔬 PhD Researcher at the University of Warwick, UK
🚀 Passionate about pushing the boundaries of Generative AI and Autonomous Systems
🎓 Background in Computer Engineering and Artificial Intelligence
💡 Expertise in:
- 🤖 Generative AI & Deep Learning
- 🚗 Autonomous Vehicle Systems
- 🔍 Safety-Critical Scenario Generation
- 📊 Bayesian Networks & Probabilistic Modeling
- 🧮 Machine Learning & Data Science
- 🔬 Traffic Scenario Analysis & Simulation
🌱 Currently exploring cutting-edge AI techniques for creating realistic, safety-critical scenarios to test and validate autonomous driving systems
💬 Ask me about generative AI, autonomous vehicles, Bayesian networks, scenario generation, or any AI/ML topic!
⚡ Fun fact: I love combining theoretical research with practical applications that can save lives!
| 🎯 Research Area | 📝 Description | 🔧 Technologies |
|---|---|---|
| Generative AI for Scenario Generation | Developing advanced AI models to generate realistic and diverse safety-critical scenarios for autonomous vehicle testing | PyTorch, TensorFlow, GANs, VAEs, Diffusion Models |
| Fidelity of Synthetic Data | Investigating methods to ensure synthetic scenarios accurately represent real-world conditions and edge cases | Statistical Analysis, Domain Adaptation, Validation Frameworks |
| Bayesian Network Modeling | Creating probabilistic models for uncertainty quantification in autonomous systems | Python, MATLAB, Probabilistic Programming |
| Safety-Critical Testing | Designing comprehensive test suites to validate autonomous vehicle behavior in challenging scenarios | ROS, CARLA, SUMO, OpenSCENARIO |
🐍 Programming Languages
🤖 AI/ML & Deep Learning
📊 Data Science & Analytics
🚗 Autonomous Systems & Simulation
🛠️ Development Tools & Others
🔬 Stay tuned for upcoming publications on generative AI and autonomous vehicle safety!
mindmap
root((Danial Safaei))
Generative AI
GANs
VAEs
Diffusion Models
Transformers
Autonomous Vehicles
Scenario Generation
Safety Testing
Validation
Bayesian Networks
Probabilistic Modeling
Uncertainty Quantification
Risk Assessment
Machine Learning
Deep Learning
Reinforcement Learning
Transfer Learning
📖 Academic Journey
🎓 PhD in [Your Department] - University of Warwick (Current)
- Focus: Generative AI for Safety-Critical Scenario Generation
- Research on Autonomous Vehicle Testing and Validation
🎓 Master's/Bachelor's in Computer Engineering & AI
- Specialization in Machine Learning and Artificial Intelligence
- Thesis on Bayesian Networks and Traffic Analysis
learning_goals = {
"2024-2025": [
"Advanced Diffusion Models for Scenario Generation",
"Multi-modal AI for Autonomous Systems",
"Reinforcement Learning from Human Feedback (RLHF)",
"Large Language Models in Safety-Critical Systems",
"Edge Computing for Real-time Inference"
],
"tools_exploring": [
"Stable Diffusion", "LangChain", "JAX",
"TensorRT", "CUDA Optimization"
]
}I'm always interested in collaborating on:
- 🤖 AI/ML research projects
- 🚗 Autonomous vehicle systems
- 🔬 Academic papers and publications
- 💻 Open-source contributions
- 🎓 Research proposals and grant applications
| Platform | Link |
|---|---|
| Connect with me | |
| [email protected] | |
| 🎓 Google Scholar | My Publications |
| 🔬 ResearchGate | Research Profile |
| 🆔 ORCID | ORCID Profile |